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55 lines
1.5 KiB
Python
55 lines
1.5 KiB
Python
# Copyright (c) ONNX Project Contributors
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# SPDX-License-Identifier: Apache-2.0
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from __future__ import annotations
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from typing import TYPE_CHECKING
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from onnx.reference.op_run import OpRun
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if TYPE_CHECKING:
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import numpy as np
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class SplitToSequence(OpRun):
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def common_run(
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self, mat: np.ndarray, split: np.ndarray | None, axis: int
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) -> list[np.ndarray]:
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if split is None:
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split_length = [1 for _ in range(mat.shape[axis])]
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elif len(split.shape) == 0:
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# A scalar
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dim = mat.shape[axis]
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length = int(split)
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n = dim // int(length)
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split_length = [length] * n
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left = dim - length * n
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if left > 0:
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split_length.append(left)
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else:
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split_length = list(split)
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sli = [slice(0, s) for s in mat.shape]
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res = []
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pos = 0
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for spl in split_length:
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sli[axis] = slice(pos, pos + spl)
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pos += spl
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res.append(mat[tuple(sli)])
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return res
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def _run(
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self,
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mat: np.ndarray,
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split: np.ndarray | None = None,
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axis: int = 0,
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keepdims: int = 1,
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) -> tuple[np.ndarray]:
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res = self.common_run(mat, split, axis=axis)
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if split is None and not keepdims:
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for i, res_i in enumerate(res):
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shape = list(res_i.shape)
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del shape[axis]
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res[i] = res_i.reshape(tuple(shape))
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return (res,)
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